Evidence map›Paper›PMID 39658105›Full record

ArticleProtein & cell2025

MultiKano: an automatic cell type annotation tool for single-cell multi-omics data based on Kolmogorov-Arnold network and data augmentation.

Siyu Li, Xinhao Zhuang, Songbo Jia, Songming Tang, Liming Yan, Heyang Hua, Yuhang Jia, Xuelin Zhang, Yan Zhang, Qingzhu Yang and 1 more

Abstract read
In one paragraph

Article in Protein & cell, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

10 citing papers in PubMed.

  1. Article
  2. Article
  3. DiTSim: A Diffusion-Transformers Based Single-Cell ATAC-seq Data Simulator.Interdisciplinary sciences, computational life sciences · 2026
    Article
  4. Article
  5. Article
  6. Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Siyu LiSchool of Mathematical Sciences and LPMC, Nankai University, Tianjin 300071, China.ORCID 0000-0001-7233-7903
Xinhao ZhuangCapital University of Physical Education and Sports, Beijing 100191, China.ORCID 0009-0000-1900-7163
Songbo JiaCapital University of Physical Education and Sports, Beijing 100191, China.ORCID 0009-0007-2016-4335
Songming TangSchool of Mathematical Sciences and LPMC, Nankai University, Tianjin 300071, China.ORCID 0009-0002-3612-4884
Liming YanSchool of Medicine, Tsinghua University, Beijing 100084, China.ORCID 0000-0003-0648-9604
Heyang HuaSchool of Mathematical Sciences and LPMC, Nankai University, Tianjin 300071, China.ORCID 0009-0006-7754-7006
Yuhang JiaSchool of Mathematical Sciences and LPMC, Nankai University, Tianjin 300071, China.ORCID 0000-0002-0412-3812
Xuelin ZhangCapital University of Physical Education and Sports, Beijing 100191, China.
Yan ZhangCapital University of Physical Education and Sports, Beijing 100191, China.
Qingzhu YangCapital University of Physical Education and Sports, Beijing 100191, China.ORCID 0000-0002-8107-0099
Shengquan ChenSchool of Mathematical Sciences and LPMC, Nankai University, Tianjin 300071, China.ORCID 0000-0002-3503-9306

Funding

Emerging Interdisciplinary Platform for Medicine and Engineering in Sports (EIPMES)National Natural Science Foundation of China 62203236National Natural Science Foundation of China 62473212Young Elite Scientists Sponsorship Program 2023QNRC001Young Elite Scientists Sponsorship Program BYESS2023383
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID39658105
PMCPMC12120243

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.